Dataset statistics
| Number of variables | 22 |
|---|---|
| Number of observations | 32950 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 5.5 MiB |
| Average record size in memory | 176.0 B |
Variable types
| Numeric | 11 |
|---|---|
| Categorical | 11 |
id is highly correlated with emp.var.rate and 3 other fields | High correlation |
pdays is highly correlated with previous | High correlation |
previous is highly correlated with pdays | High correlation |
emp.var.rate is highly correlated with id and 3 other fields | High correlation |
cons.price.idx is highly correlated with id and 1 other fields | High correlation |
euribor3m is highly correlated with id and 2 other fields | High correlation |
nr.employed is highly correlated with id and 2 other fields | High correlation |
id is highly correlated with emp.var.rate and 3 other fields | High correlation |
pdays is highly correlated with previous | High correlation |
previous is highly correlated with pdays and 1 other fields | High correlation |
emp.var.rate is highly correlated with id and 3 other fields | High correlation |
cons.price.idx is highly correlated with id and 3 other fields | High correlation |
euribor3m is highly correlated with id and 3 other fields | High correlation |
nr.employed is highly correlated with id and 4 other fields | High correlation |
id is highly correlated with cons.price.idx | High correlation |
emp.var.rate is highly correlated with cons.price.idx and 2 other fields | High correlation |
cons.price.idx is highly correlated with id and 1 other fields | High correlation |
euribor3m is highly correlated with emp.var.rate and 1 other fields | High correlation |
nr.employed is highly correlated with emp.var.rate and 1 other fields | High correlation |
contact is highly correlated with month | High correlation |
month is highly correlated with contact | High correlation |
housing is highly correlated with loan | High correlation |
loan is highly correlated with housing | High correlation |
id is highly correlated with contact and 9 other fields | High correlation |
age is highly correlated with job | High correlation |
job is highly correlated with age and 1 other fields | High correlation |
education is highly correlated with job | High correlation |
housing is highly correlated with loan | High correlation |
loan is highly correlated with housing | High correlation |
contact is highly correlated with id and 6 other fields | High correlation |
month is highly correlated with id and 6 other fields | High correlation |
pdays is highly correlated with id and 5 other fields | High correlation |
previous is highly correlated with pdays and 2 other fields | High correlation |
poutcome is highly correlated with id and 7 other fields | High correlation |
emp.var.rate is highly correlated with id and 7 other fields | High correlation |
cons.price.idx is highly correlated with id and 7 other fields | High correlation |
cons.conf.idx is highly correlated with id and 9 other fields | High correlation |
euribor3m is highly correlated with id and 10 other fields | High correlation |
nr.employed is highly correlated with id and 9 other fields | High correlation |
y is highly correlated with id and 3 other fields | High correlation |
id is uniformly distributed | Uniform |
id has unique values | Unique |
previous has 28437 (86.3%) zeros | Zeros |
Reproduction
| Analysis started | 2022-06-01 10:57:55.296309 |
|---|---|
| Analysis finished | 2022-06-01 10:59:12.266920 |
| Duration | 1 minute and 16.97 seconds |
| Software version | pandas-profiling v3.2.0 |
| Download configuration | config.json |
id
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONUNIFORMUNIQUE| Distinct | 32950 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20612.91942 |
| Minimum | 0 |
|---|---|
| Maximum | 41187 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 257.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2094.9 |
| Q1 | 10373.25 |
| median | 20610.5 |
| Q3 | 30858.75 |
| 95-th percentile | 39145.55 |
| Maximum | 41187 |
| Range | 41187 |
| Interquartile range (IQR) | 20485.5 |
Descriptive statistics
| Standard deviation | 11872.66073 |
|---|---|
| Coefficient of variation (CV) | 0.5759815231 |
| Kurtosis | -1.196037703 |
| Mean | 20612.91942 |
| Median Absolute Deviation (MAD) | 10243.5 |
| Skewness | 0.0009647821938 |
| Sum | 679195695 |
| Variance | 140960072.7 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12556 | 1 | < 0.1% |
| 16705 | 1 | < 0.1% |
| 32999 | 1 | < 0.1% |
| 19339 | 1 | < 0.1% |
| 15489 | 1 | < 0.1% |
| 1018 | 1 | < 0.1% |
| 17563 | 1 | < 0.1% |
| 5193 | 1 | < 0.1% |
| 15701 | 1 | < 0.1% |
| 3536 | 1 | < 0.1% |
| Other values (32940) | 32940 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 | |
| 11 | 1 | |
| 12 | 1 |
| Value | Count | Frequency (%) |
| 41187 | 1 | |
| 41186 | 1 | |
| 41185 | 1 | |
| 41184 | 1 | |
| 41183 | 1 | |
| 41182 | 1 | |
| 41181 | 1 | |
| 41180 | 1 | |
| 41179 | 1 | |
| 41178 | 1 |
| Distinct | 77 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.01742033 |
| Minimum | 17 |
|---|---|
| Maximum | 98 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 257.5 KiB |
Quantile statistics
| Minimum | 17 |
|---|---|
| 5-th percentile | 26 |
| Q1 | 32 |
| median | 38 |
| Q3 | 47 |
| 95-th percentile | 58 |
| Maximum | 98 |
| Range | 81 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 10.43584186 |
|---|---|
| Coefficient of variation (CV) | 0.2607824736 |
| Kurtosis | 0.7872153755 |
| Mean | 40.01742033 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.7861920227 |
| Sum | 1318574 |
| Variance | 108.9067954 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 31 | 1551 | 4.7% |
| 32 | 1508 | 4.6% |
| 33 | 1476 | 4.5% |
| 36 | 1443 | 4.4% |
| 30 | 1391 | 4.2% |
| 35 | 1383 | 4.2% |
| 34 | 1380 | 4.2% |
| 29 | 1167 | 3.5% |
| 37 | 1165 | 3.5% |
| 38 | 1145 | 3.5% |
| Other values (67) | 19341 |
| Value | Count | Frequency (%) |
| 17 | 3 | < 0.1% |
| 18 | 24 | 0.1% |
| 19 | 34 | 0.1% |
| 20 | 55 | 0.2% |
| 21 | 77 | 0.2% |
| 22 | 110 | 0.3% |
| 23 | 186 | 0.6% |
| 24 | 369 | |
| 25 | 480 | |
| 26 | 563 |
| Value | Count | Frequency (%) |
| 98 | 2 | < 0.1% |
| 95 | 1 | < 0.1% |
| 92 | 4 | < 0.1% |
| 91 | 2 | < 0.1% |
| 89 | 2 | < 0.1% |
| 88 | 16 | |
| 87 | 1 | < 0.1% |
| 86 | 3 | < 0.1% |
| 85 | 12 | |
| 84 | 7 |
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 257.5 KiB |
| admin. | |
|---|---|
| blue-collar | |
| technician | |
| services | |
| management | |
| Other values (7) |
Length
| Max length | 13 |
|---|---|
| Median length | 12 |
| Mean length | 8.954385432 |
| Min length | 6 |
Characters and Unicode
| Total characters | 295047 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | blue-collar |
|---|---|
| 2nd row | admin. |
| 3rd row | retired |
| 4th row | housemaid |
| 5th row | admin. |
Common Values
| Value | Count | Frequency (%) |
| admin. | 8328 | |
| blue-collar | 7439 | |
| technician | 5352 | |
| services | 3212 | 9.7% |
| management | 2310 | 7.0% |
| retired | 1363 | 4.1% |
| self-employed | 1153 | 3.5% |
| entrepreneur | 1145 | 3.5% |
| housemaid | 867 | 2.6% |
| unemployed | 798 | 2.4% |
| Other values (2) | 983 | 3.0% |
Length
| Value | Count | Frequency (%) |
| admin | 8328 | |
| blue-collar | 7439 | |
| technician | 5352 | |
| services | 3212 | 9.7% |
| management | 2310 | 7.0% |
| retired | 1363 | 4.1% |
| self-employed | 1153 | 3.5% |
| entrepreneur | 1145 | 3.5% |
| housemaid | 867 | 2.6% |
| unemployed | 798 | 2.4% |
| Other values (2) | 983 | 3.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 37784 | |
| n | 28247 | 9.6% |
| a | 26606 | 9.0% |
| l | 25421 | 8.6% |
| i | 24474 | 8.3% |
| c | 21355 | 7.2% |
| r | 16812 | 5.7% |
| m | 15766 | 5.3% |
| d | 13230 | 4.5% |
| t | 11612 | 3.9% |
| Other values (14) | 73740 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 278127 | |
| Dash Punctuation | 8592 | 2.9% |
| Other Punctuation | 8328 | 2.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 37784 | |
| n | 28247 | |
| a | 26606 | |
| l | 25421 | |
| i | 24474 | |
| c | 21355 | 7.7% |
| r | 16812 | 6.0% |
| m | 15766 | 5.7% |
| d | 13230 | 4.8% |
| t | 11612 | 4.2% |
| Other values (12) | 56820 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 8592 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 8328 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 278127 | |
| Common | 16920 | 5.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 37784 | |
| n | 28247 | |
| a | 26606 | |
| l | 25421 | |
| i | 24474 | |
| c | 21355 | 7.7% |
| r | 16812 | 6.0% |
| m | 15766 | 5.7% |
| d | 13230 | 4.8% |
| t | 11612 | 4.2% |
| Other values (12) | 56820 |
Common
| Value | Count | Frequency (%) |
| - | 8592 | |
| . | 8328 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 295047 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 37784 | |
| n | 28247 | 9.6% |
| a | 26606 | 9.0% |
| l | 25421 | 8.6% |
| i | 24474 | 8.3% |
| c | 21355 | 7.2% |
| r | 16812 | 5.7% |
| m | 15766 | 5.3% |
| d | 13230 | 4.5% |
| t | 11612 | 3.9% |
| Other values (14) | 73740 |
marital
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 257.5 KiB |
| married | |
|---|---|
| single | |
| divorced | |
| unknown | 61 |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.830045524 |
| Min length | 6 |
Characters and Unicode
| Total characters | 225050 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | married |
|---|---|
| 2nd row | married |
| 3rd row | married |
| 4th row | divorced |
| 5th row | single |
Common Values
| Value | Count | Frequency (%) |
| married | 19823 | |
| single | 9333 | |
| divorced | 3733 | 11.3% |
| unknown | 61 | 0.2% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| married | 19823 | |
| single | 9333 | |
| divorced | 3733 | 11.3% |
| unknown | 61 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 43379 | |
| i | 32889 | |
| e | 32889 | |
| d | 27289 | |
| m | 19823 | |
| a | 19823 | |
| n | 9516 | 4.2% |
| s | 9333 | 4.1% |
| g | 9333 | 4.1% |
| l | 9333 | 4.1% |
| Other values (6) | 11443 | 5.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 225050 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 43379 | |
| i | 32889 | |
| e | 32889 | |
| d | 27289 | |
| m | 19823 | |
| a | 19823 | |
| n | 9516 | 4.2% |
| s | 9333 | 4.1% |
| g | 9333 | 4.1% |
| l | 9333 | 4.1% |
| Other values (6) | 11443 | 5.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 225050 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 43379 | |
| i | 32889 | |
| e | 32889 | |
| d | 27289 | |
| m | 19823 | |
| a | 19823 | |
| n | 9516 | 4.2% |
| s | 9333 | 4.1% |
| g | 9333 | 4.1% |
| l | 9333 | 4.1% |
| Other values (6) | 11443 | 5.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 225050 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 43379 | |
| i | 32889 | |
| e | 32889 | |
| d | 27289 | |
| m | 19823 | |
| a | 19823 | |
| n | 9516 | 4.2% |
| s | 9333 | 4.1% |
| g | 9333 | 4.1% |
| l | 9333 | 4.1% |
| Other values (6) | 11443 | 5.1% |
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 257.5 KiB |
| university.degree | |
|---|---|
| high.school | |
| basic.9y | |
| professional.course | |
| basic.4y | |
| Other values (3) |
Length
| Max length | 19 |
|---|---|
| Median length | 17 |
| Mean length | 12.70880121 |
| Min length | 7 |
Characters and Unicode
| Total characters | 418755 |
|---|---|
| Distinct characters | 25 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | basic.9y |
|---|---|
| 2nd row | university.degree |
| 3rd row | basic.4y |
| 4th row | basic.9y |
| 5th row | high.school |
Common Values
| Value | Count | Frequency (%) |
| university.degree | 9750 | |
| high.school | 7614 | |
| basic.9y | 4808 | |
| professional.course | 4176 | |
| basic.4y | 3338 | 10.1% |
| basic.6y | 1852 | 5.6% |
| unknown | 1399 | 4.2% |
| illiterate | 13 | < 0.1% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| university.degree | 9750 | |
| high.school | 7614 | |
| basic.9y | 4808 | |
| professional.course | 4176 | |
| basic.4y | 3338 | 10.1% |
| basic.6y | 1852 | 5.6% |
| unknown | 1399 | 4.2% |
| illiterate | 13 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 47378 | 11.3% |
| i | 41314 | 9.9% |
| s | 39890 | 9.5% |
| . | 31538 | 7.5% |
| o | 29155 | 7.0% |
| r | 27865 | 6.7% |
| h | 22842 | 5.5% |
| c | 21788 | 5.2% |
| y | 19748 | 4.7% |
| n | 18123 | 4.3% |
| Other values (15) | 119114 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 377219 | |
| Other Punctuation | 31538 | 7.5% |
| Decimal Number | 9998 | 2.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 47378 | |
| i | 41314 | |
| s | 39890 | |
| o | 29155 | 7.7% |
| r | 27865 | 7.4% |
| h | 22842 | 6.1% |
| c | 21788 | 5.8% |
| y | 19748 | 5.2% |
| n | 18123 | 4.8% |
| g | 17364 | 4.6% |
| Other values (11) | 91752 |
Decimal Number
| Value | Count | Frequency (%) |
| 9 | 4808 | |
| 4 | 3338 | |
| 6 | 1852 | 18.5% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 31538 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 377219 | |
| Common | 41536 | 9.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 47378 | |
| i | 41314 | |
| s | 39890 | |
| o | 29155 | 7.7% |
| r | 27865 | 7.4% |
| h | 22842 | 6.1% |
| c | 21788 | 5.8% |
| y | 19748 | 5.2% |
| n | 18123 | 4.8% |
| g | 17364 | 4.6% |
| Other values (11) | 91752 |
Common
| Value | Count | Frequency (%) |
| . | 31538 | |
| 9 | 4808 | 11.6% |
| 4 | 3338 | 8.0% |
| 6 | 1852 | 4.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 418755 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 47378 | 11.3% |
| i | 41314 | 9.9% |
| s | 39890 | 9.5% |
| . | 31538 | 7.5% |
| o | 29155 | 7.0% |
| r | 27865 | 6.7% |
| h | 22842 | 5.5% |
| c | 21788 | 5.2% |
| y | 19748 | 4.7% |
| n | 18123 | 4.3% |
| Other values (15) | 119114 |
default
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 257.5 KiB |
| no | |
|---|---|
| unknown | |
| yes | 3 |
Length
| Max length | 7 |
|---|---|
| Median length | 2 |
| Mean length | 3.04060698 |
| Min length | 2 |
Characters and Unicode
| Total characters | 100188 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | unknown |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | no |
| 5th row | unknown |
Common Values
| Value | Count | Frequency (%) |
| no | 26090 | |
| unknown | 6857 | 20.8% |
| yes | 3 | < 0.1% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| no | 26090 | |
| unknown | 6857 | 20.8% |
| yes | 3 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 46661 | |
| o | 32947 | |
| u | 6857 | 6.8% |
| k | 6857 | 6.8% |
| w | 6857 | 6.8% |
| y | 3 | < 0.1% |
| e | 3 | < 0.1% |
| s | 3 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 100188 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 46661 | |
| o | 32947 | |
| u | 6857 | 6.8% |
| k | 6857 | 6.8% |
| w | 6857 | 6.8% |
| y | 3 | < 0.1% |
| e | 3 | < 0.1% |
| s | 3 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 100188 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 46661 | |
| o | 32947 | |
| u | 6857 | 6.8% |
| k | 6857 | 6.8% |
| w | 6857 | 6.8% |
| y | 3 | < 0.1% |
| e | 3 | < 0.1% |
| s | 3 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 100188 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 46661 | |
| o | 32947 | |
| u | 6857 | 6.8% |
| k | 6857 | 6.8% |
| w | 6857 | 6.8% |
| y | 3 | < 0.1% |
| e | 3 | < 0.1% |
| s | 3 | < 0.1% |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 257.5 KiB |
| yes | |
|---|---|
| no | |
| unknown | 811 |
Length
| Max length | 7 |
|---|---|
| Median length | 3 |
| Mean length | 2.646798179 |
| Min length | 2 |
Characters and Unicode
| Total characters | 87212 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | yes |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | yes |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| yes | 17257 | |
| no | 14882 | |
| unknown | 811 | 2.5% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| yes | 17257 | |
| no | 14882 | |
| unknown | 811 | 2.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 17315 | |
| y | 17257 | |
| e | 17257 | |
| s | 17257 | |
| o | 15693 | |
| u | 811 | 0.9% |
| k | 811 | 0.9% |
| w | 811 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 87212 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 17315 | |
| y | 17257 | |
| e | 17257 | |
| s | 17257 | |
| o | 15693 | |
| u | 811 | 0.9% |
| k | 811 | 0.9% |
| w | 811 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 87212 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 17315 | |
| y | 17257 | |
| e | 17257 | |
| s | 17257 | |
| o | 15693 | |
| u | 811 | 0.9% |
| k | 811 | 0.9% |
| w | 811 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 87212 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 17315 | |
| y | 17257 | |
| e | 17257 | |
| s | 17257 | |
| o | 15693 | |
| u | 811 | 0.9% |
| k | 811 | 0.9% |
| w | 811 | 0.9% |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 257.5 KiB |
| no | |
|---|---|
| yes | |
| unknown | 811 |
Length
| Max length | 7 |
|---|---|
| Median length | 2 |
| Mean length | 2.274931715 |
| Min length | 2 |
Characters and Unicode
| Total characters | 74959 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | no |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| no | 27135 | |
| yes | 5004 | 15.2% |
| unknown | 811 | 2.5% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| no | 27135 | |
| yes | 5004 | 15.2% |
| unknown | 811 | 2.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 29568 | |
| o | 27946 | |
| y | 5004 | 6.7% |
| e | 5004 | 6.7% |
| s | 5004 | 6.7% |
| u | 811 | 1.1% |
| k | 811 | 1.1% |
| w | 811 | 1.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 74959 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 29568 | |
| o | 27946 | |
| y | 5004 | 6.7% |
| e | 5004 | 6.7% |
| s | 5004 | 6.7% |
| u | 811 | 1.1% |
| k | 811 | 1.1% |
| w | 811 | 1.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 74959 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 29568 | |
| o | 27946 | |
| y | 5004 | 6.7% |
| e | 5004 | 6.7% |
| s | 5004 | 6.7% |
| u | 811 | 1.1% |
| k | 811 | 1.1% |
| w | 811 | 1.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 74959 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 29568 | |
| o | 27946 | |
| y | 5004 | 6.7% |
| e | 5004 | 6.7% |
| s | 5004 | 6.7% |
| u | 811 | 1.1% |
| k | 811 | 1.1% |
| w | 811 | 1.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 257.5 KiB |
| cellular | |
|---|---|
| telephone |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 8.364764795 |
| Min length | 8 |
Characters and Unicode
| Total characters | 275619 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | telephone |
|---|---|
| 2nd row | cellular |
| 3rd row | cellular |
| 4th row | cellular |
| 5th row | telephone |
Common Values
| Value | Count | Frequency (%) |
| cellular | 20931 | |
| telephone | 12019 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| cellular | 20931 | |
| telephone | 12019 |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 74812 | |
| e | 56988 | |
| c | 20931 | 7.6% |
| u | 20931 | 7.6% |
| a | 20931 | 7.6% |
| r | 20931 | 7.6% |
| t | 12019 | 4.4% |
| p | 12019 | 4.4% |
| h | 12019 | 4.4% |
| o | 12019 | 4.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 275619 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| l | 74812 | |
| e | 56988 | |
| c | 20931 | 7.6% |
| u | 20931 | 7.6% |
| a | 20931 | 7.6% |
| r | 20931 | 7.6% |
| t | 12019 | 4.4% |
| p | 12019 | 4.4% |
| h | 12019 | 4.4% |
| o | 12019 | 4.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 275619 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| l | 74812 | |
| e | 56988 | |
| c | 20931 | 7.6% |
| u | 20931 | 7.6% |
| a | 20931 | 7.6% |
| r | 20931 | 7.6% |
| t | 12019 | 4.4% |
| p | 12019 | 4.4% |
| h | 12019 | 4.4% |
| o | 12019 | 4.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 275619 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| l | 74812 | |
| e | 56988 | |
| c | 20931 | 7.6% |
| u | 20931 | 7.6% |
| a | 20931 | 7.6% |
| r | 20931 | 7.6% |
| t | 12019 | 4.4% |
| p | 12019 | 4.4% |
| h | 12019 | 4.4% |
| o | 12019 | 4.4% |
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 257.5 KiB |
| may | |
|---|---|
| jul | |
| aug | |
| jun | |
| nov | |
| Other values (5) |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 98850 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | jul |
|---|---|
| 2nd row | may |
| 3rd row | may |
| 4th row | jul |
| 5th row | may |
Common Values
| Value | Count | Frequency (%) |
| may | 10935 | |
| jul | 5775 | |
| aug | 4934 | |
| jun | 4286 | 13.0% |
| nov | 3314 | 10.1% |
| apr | 2086 | 6.3% |
| oct | 574 | 1.7% |
| sep | 458 | 1.4% |
| mar | 446 | 1.4% |
| dec | 142 | 0.4% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| may | 10935 | |
| jul | 5775 | |
| aug | 4934 | |
| jun | 4286 | 13.0% |
| nov | 3314 | 10.1% |
| apr | 2086 | 6.3% |
| oct | 574 | 1.7% |
| sep | 458 | 1.4% |
| mar | 446 | 1.4% |
| dec | 142 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 18401 | |
| u | 14995 | |
| m | 11381 | |
| y | 10935 | |
| j | 10061 | |
| n | 7600 | |
| l | 5775 | 5.8% |
| g | 4934 | 5.0% |
| o | 3888 | 3.9% |
| v | 3314 | 3.4% |
| Other values (7) | 7566 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 98850 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 18401 | |
| u | 14995 | |
| m | 11381 | |
| y | 10935 | |
| j | 10061 | |
| n | 7600 | |
| l | 5775 | 5.8% |
| g | 4934 | 5.0% |
| o | 3888 | 3.9% |
| v | 3314 | 3.4% |
| Other values (7) | 7566 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 98850 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 18401 | |
| u | 14995 | |
| m | 11381 | |
| y | 10935 | |
| j | 10061 | |
| n | 7600 | |
| l | 5775 | 5.8% |
| g | 4934 | 5.0% |
| o | 3888 | 3.9% |
| v | 3314 | 3.4% |
| Other values (7) | 7566 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 98850 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 18401 | |
| u | 14995 | |
| m | 11381 | |
| y | 10935 | |
| j | 10061 | |
| n | 7600 | |
| l | 5775 | 5.8% |
| g | 4934 | 5.0% |
| o | 3888 | 3.9% |
| v | 3314 | 3.4% |
| Other values (7) | 7566 |
day_of_week
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 257.5 KiB |
| thu | |
|---|---|
| mon | |
| tue | |
| wed | |
| fri |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 98850 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | mon |
|---|---|
| 2nd row | mon |
| 3rd row | mon |
| 4th row | tue |
| 5th row | thu |
Common Values
| Value | Count | Frequency (%) |
| thu | 6872 | |
| mon | 6793 | |
| tue | 6513 | |
| wed | 6503 | |
| fri | 6269 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| thu | 6872 | |
| mon | 6793 | |
| tue | 6513 | |
| wed | 6503 | |
| fri | 6269 |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 13385 | |
| u | 13385 | |
| e | 13016 | |
| h | 6872 | |
| m | 6793 | |
| o | 6793 | |
| n | 6793 | |
| w | 6503 | |
| d | 6503 | |
| f | 6269 | |
| Other values (2) | 12538 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 98850 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 13385 | |
| u | 13385 | |
| e | 13016 | |
| h | 6872 | |
| m | 6793 | |
| o | 6793 | |
| n | 6793 | |
| w | 6503 | |
| d | 6503 | |
| f | 6269 | |
| Other values (2) | 12538 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 98850 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| t | 13385 | |
| u | 13385 | |
| e | 13016 | |
| h | 6872 | |
| m | 6793 | |
| o | 6793 | |
| n | 6793 | |
| w | 6503 | |
| d | 6503 | |
| f | 6269 | |
| Other values (2) | 12538 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 98850 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| t | 13385 | |
| u | 13385 | |
| e | 13016 | |
| h | 6872 | |
| m | 6793 | |
| o | 6793 | |
| n | 6793 | |
| w | 6503 | |
| d | 6503 | |
| f | 6269 | |
| Other values (2) | 12538 |
duration
Real number (ℝ≥0)
| Distinct | 1472 |
|---|---|
| Distinct (%) | 4.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 257.7463126 |
| Minimum | 0 |
|---|---|
| Maximum | 4918 |
| Zeros | 4 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 257.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 36 |
| Q1 | 102 |
| median | 179 |
| Q3 | 318 |
| 95-th percentile | 750.55 |
| Maximum | 4918 |
| Range | 4918 |
| Interquartile range (IQR) | 216 |
Descriptive statistics
| Standard deviation | 259.4598632 |
|---|---|
| Coefficient of variation (CV) | 1.006648206 |
| Kurtosis | 21.49654852 |
| Mean | 257.7463126 |
| Median Absolute Deviation (MAD) | 93 |
| Skewness | 3.333987217 |
| Sum | 8492741 |
| Variance | 67319.42063 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 90 | 146 | 0.4% |
| 104 | 135 | 0.4% |
| 106 | 135 | 0.4% |
| 111 | 133 | 0.4% |
| 73 | 133 | 0.4% |
| 85 | 130 | 0.4% |
| 125 | 130 | 0.4% |
| 139 | 130 | 0.4% |
| 136 | 130 | 0.4% |
| 87 | 130 | 0.4% |
| Other values (1462) | 31618 |
| Value | Count | Frequency (%) |
| 0 | 4 | < 0.1% |
| 1 | 3 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 6 | < 0.1% |
| 5 | 24 | 0.1% |
| 6 | 28 | |
| 7 | 44 | |
| 8 | 58 | |
| 9 | 66 | |
| 10 | 55 |
| Value | Count | Frequency (%) |
| 4918 | 1 | |
| 4199 | 1 | |
| 3785 | 1 | |
| 3643 | 1 | |
| 3631 | 1 | |
| 3366 | 1 | |
| 3322 | 1 | |
| 3284 | 1 | |
| 3253 | 1 | |
| 3183 | 1 |
campaign
Real number (ℝ≥0)
| Distinct | 41 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.572959029 |
| Minimum | 1 |
|---|---|
| Maximum | 56 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 257.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 7 |
| Maximum | 56 |
| Range | 55 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.778138286 |
|---|---|
| Coefficient of variation (CV) | 1.079744471 |
| Kurtosis | 37.07163233 |
| Mean | 2.572959029 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 4.756059229 |
| Sum | 84779 |
| Variance | 7.718052338 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 14105 | |
| 2 | 8419 | |
| 3 | 4304 | 13.1% |
| 4 | 2139 | 6.5% |
| 5 | 1261 | 3.8% |
| 6 | 779 | 2.4% |
| 7 | 494 | 1.5% |
| 8 | 327 | 1.0% |
| 9 | 238 | 0.7% |
| 10 | 179 | 0.5% |
| Other values (31) | 705 | 2.1% |
| Value | Count | Frequency (%) |
| 1 | 14105 | |
| 2 | 8419 | |
| 3 | 4304 | 13.1% |
| 4 | 2139 | 6.5% |
| 5 | 1261 | 3.8% |
| 6 | 779 | 2.4% |
| 7 | 494 | 1.5% |
| 8 | 327 | 1.0% |
| 9 | 238 | 0.7% |
| 10 | 179 | 0.5% |
| Value | Count | Frequency (%) |
| 56 | 1 | < 0.1% |
| 43 | 2 | < 0.1% |
| 41 | 1 | < 0.1% |
| 40 | 2 | < 0.1% |
| 39 | 1 | < 0.1% |
| 37 | 1 | < 0.1% |
| 35 | 5 | |
| 34 | 3 | |
| 33 | 3 | |
| 32 | 3 |
| Distinct | 26 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 962.7453414 |
| Minimum | 0 |
|---|---|
| Maximum | 999 |
| Zeros | 12 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 257.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 999 |
| Q1 | 999 |
| median | 999 |
| Q3 | 999 |
| 95-th percentile | 999 |
| Maximum | 999 |
| Range | 999 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 186.248245 |
|---|---|
| Coefficient of variation (CV) | 0.1934553583 |
| Kurtosis | 22.43293637 |
| Mean | 962.7453414 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -4.942788102 |
| Sum | 31722459 |
| Variance | 34688.40876 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 999 | 31747 | |
| 3 | 348 | 1.1% |
| 6 | 333 | 1.0% |
| 4 | 93 | 0.3% |
| 12 | 50 | 0.2% |
| 7 | 47 | 0.1% |
| 9 | 47 | 0.1% |
| 2 | 46 | 0.1% |
| 10 | 41 | 0.1% |
| 5 | 37 | 0.1% |
| Other values (16) | 161 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 12 | < 0.1% |
| 1 | 22 | 0.1% |
| 2 | 46 | 0.1% |
| 3 | 348 | |
| 4 | 93 | 0.3% |
| 5 | 37 | 0.1% |
| 6 | 333 | |
| 7 | 47 | 0.1% |
| 8 | 15 | < 0.1% |
| 9 | 47 | 0.1% |
| Value | Count | Frequency (%) |
| 999 | 31747 | |
| 27 | 1 | < 0.1% |
| 25 | 1 | < 0.1% |
| 22 | 2 | < 0.1% |
| 21 | 1 | < 0.1% |
| 20 | 1 | < 0.1% |
| 19 | 2 | < 0.1% |
| 18 | 5 | < 0.1% |
| 17 | 7 | < 0.1% |
| 16 | 8 | < 0.1% |
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1729893778 |
| Minimum | 0 |
|---|---|
| Maximum | 7 |
| Zeros | 28437 |
| Zeros (%) | 86.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 257.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.4929919675 |
|---|---|
| Coefficient of variation (CV) | 2.849839532 |
| Kurtosis | 19.57057198 |
| Mean | 0.1729893778 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.787483862 |
| Sum | 5700 |
| Variance | 0.24304108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 28437 | |
| 1 | 3666 | 11.1% |
| 2 | 598 | 1.8% |
| 3 | 181 | 0.5% |
| 4 | 50 | 0.2% |
| 5 | 14 | < 0.1% |
| 6 | 3 | < 0.1% |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 28437 | |
| 1 | 3666 | 11.1% |
| 2 | 598 | 1.8% |
| 3 | 181 | 0.5% |
| 4 | 50 | 0.2% |
| 5 | 14 | < 0.1% |
| 6 | 3 | < 0.1% |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 7 | 1 | < 0.1% |
| 6 | 3 | < 0.1% |
| 5 | 14 | < 0.1% |
| 4 | 50 | 0.2% |
| 3 | 181 | 0.5% |
| 2 | 598 | 1.8% |
| 1 | 3666 | 11.1% |
| 0 | 28437 |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 257.5 KiB |
| nonexistent | |
|---|---|
| failure | |
| success | 1090 |
Length
| Max length | 11 |
|---|---|
| Median length | 11 |
| Mean length | 10.45213961 |
| Min length | 7 |
Characters and Unicode
| Total characters | 344398 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | nonexistent |
|---|---|
| 2nd row | nonexistent |
| 3rd row | failure |
| 4th row | nonexistent |
| 5th row | nonexistent |
Common Values
| Value | Count | Frequency (%) |
| nonexistent | 28437 | |
| failure | 3423 | 10.4% |
| success | 1090 | 3.3% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| nonexistent | 28437 | |
| failure | 3423 | 10.4% |
| success | 1090 | 3.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 85311 | |
| e | 61387 | |
| t | 56874 | |
| i | 31860 | 9.3% |
| s | 31707 | 9.2% |
| o | 28437 | 8.3% |
| x | 28437 | 8.3% |
| u | 4513 | 1.3% |
| f | 3423 | 1.0% |
| a | 3423 | 1.0% |
| Other values (3) | 9026 | 2.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 344398 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 85311 | |
| e | 61387 | |
| t | 56874 | |
| i | 31860 | 9.3% |
| s | 31707 | 9.2% |
| o | 28437 | 8.3% |
| x | 28437 | 8.3% |
| u | 4513 | 1.3% |
| f | 3423 | 1.0% |
| a | 3423 | 1.0% |
| Other values (3) | 9026 | 2.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 344398 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 85311 | |
| e | 61387 | |
| t | 56874 | |
| i | 31860 | 9.3% |
| s | 31707 | 9.2% |
| o | 28437 | 8.3% |
| x | 28437 | 8.3% |
| u | 4513 | 1.3% |
| f | 3423 | 1.0% |
| a | 3423 | 1.0% |
| Other values (3) | 9026 | 2.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 344398 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 85311 | |
| e | 61387 | |
| t | 56874 | |
| i | 31860 | 9.3% |
| s | 31707 | 9.2% |
| o | 28437 | 8.3% |
| x | 28437 | 8.3% |
| u | 4513 | 1.3% |
| f | 3423 | 1.0% |
| a | 3423 | 1.0% |
| Other values (3) | 9026 | 2.6% |
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0831047041 |
| Minimum | -3.4 |
|---|---|
| Maximum | 1.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 13766 |
| Negative (%) | 41.8% |
| Memory size | 257.5 KiB |
Quantile statistics
| Minimum | -3.4 |
|---|---|
| 5-th percentile | -2.9 |
| Q1 | -1.8 |
| median | 1.1 |
| Q3 | 1.4 |
| 95-th percentile | 1.4 |
| Maximum | 1.4 |
| Range | 4.8 |
| Interquartile range (IQR) | 3.2 |
Descriptive statistics
| Standard deviation | 1.57001077 |
|---|---|
| Coefficient of variation (CV) | 18.8919603 |
| Kurtosis | -1.059159339 |
| Mean | 0.0831047041 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | -0.725041921 |
| Sum | 2738.3 |
| Variance | 2.464933819 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.4 | 13033 | |
| -1.8 | 7316 | |
| 1.1 | 6151 | |
| -0.1 | 2976 | 9.0% |
| -2.9 | 1322 | 4.0% |
| -3.4 | 860 | 2.6% |
| -1.7 | 640 | 1.9% |
| -1.1 | 510 | 1.5% |
| -3 | 133 | 0.4% |
| -0.2 | 9 | < 0.1% |
| Value | Count | Frequency (%) |
| -3.4 | 860 | 2.6% |
| -3 | 133 | 0.4% |
| -2.9 | 1322 | 4.0% |
| -1.8 | 7316 | |
| -1.7 | 640 | 1.9% |
| -1.1 | 510 | 1.5% |
| -0.2 | 9 | < 0.1% |
| -0.1 | 2976 | 9.0% |
| 1.1 | 6151 | |
| 1.4 | 13033 |
| Value | Count | Frequency (%) |
| 1.4 | 13033 | |
| 1.1 | 6151 | |
| -0.1 | 2976 | 9.0% |
| -0.2 | 9 | < 0.1% |
| -1.1 | 510 | 1.5% |
| -1.7 | 640 | 1.9% |
| -1.8 | 7316 | |
| -2.9 | 1322 | 4.0% |
| -3 | 133 | 0.4% |
| -3.4 | 860 | 2.6% |
cons.price.idx
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 26 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 93.57683533 |
| Minimum | 92.201 |
|---|---|
| Maximum | 94.767 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 257.5 KiB |
Quantile statistics
| Minimum | 92.201 |
|---|---|
| 5-th percentile | 92.713 |
| Q1 | 93.075 |
| median | 93.749 |
| Q3 | 93.994 |
| 95-th percentile | 94.465 |
| Maximum | 94.767 |
| Range | 2.566 |
| Interquartile range (IQR) | 0.919 |
Descriptive statistics
| Standard deviation | 0.5791573329 |
|---|---|
| Coefficient of variation (CV) | 0.00618911006 |
| Kurtosis | -0.8310025209 |
| Mean | 93.57683533 |
| Median Absolute Deviation (MAD) | 0.38 |
| Skewness | -0.2297089258 |
| Sum | 3083356.724 |
| Variance | 0.3354232163 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 93.994 | 6151 | |
| 93.918 | 5372 | |
| 92.893 | 4616 | |
| 93.444 | 4130 | |
| 94.465 | 3531 | |
| 93.2 | 2919 | |
| 93.075 | 1956 | 5.9% |
| 92.201 | 612 | 1.9% |
| 92.963 | 571 | 1.7% |
| 92.431 | 360 | 1.1% |
| Other values (16) | 2732 |
| Value | Count | Frequency (%) |
| 92.201 | 612 | 1.9% |
| 92.379 | 213 | 0.6% |
| 92.431 | 360 | 1.1% |
| 92.469 | 139 | 0.4% |
| 92.649 | 287 | 0.9% |
| 92.713 | 133 | 0.4% |
| 92.756 | 9 | < 0.1% |
| 92.843 | 233 | 0.7% |
| 92.893 | 4616 | |
| 92.963 | 571 | 1.7% |
| Value | Count | Frequency (%) |
| 94.767 | 108 | 0.3% |
| 94.601 | 157 | 0.5% |
| 94.465 | 3531 | |
| 94.215 | 264 | 0.8% |
| 94.199 | 245 | 0.7% |
| 94.055 | 184 | 0.6% |
| 94.027 | 192 | 0.6% |
| 93.994 | 6151 | |
| 93.918 | 5372 | |
| 93.876 | 168 | 0.5% |
| Distinct | 26 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -40.5145736 |
| Minimum | -50.8 |
|---|---|
| Maximum | -26.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 32950 |
| Negative (%) | 100.0% |
| Memory size | 257.5 KiB |
Quantile statistics
| Minimum | -50.8 |
|---|---|
| 5-th percentile | -47.1 |
| Q1 | -42.7 |
| median | -41.8 |
| Q3 | -36.4 |
| 95-th percentile | -33.6 |
| Maximum | -26.9 |
| Range | 23.9 |
| Interquartile range (IQR) | 6.3 |
Descriptive statistics
| Standard deviation | 4.622682714 |
|---|---|
| Coefficient of variation (CV) | -0.1140992562 |
| Kurtosis | -0.3389691675 |
| Mean | -40.5145736 |
| Median Absolute Deviation (MAD) | 4.4 |
| Skewness | 0.3097267046 |
| Sum | -1334955.2 |
| Variance | 21.36919548 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -36.4 | 6151 | |
| -42.7 | 5372 | |
| -46.2 | 4616 | |
| -36.1 | 4130 | |
| -41.8 | 3531 | |
| -42 | 2919 | |
| -47.1 | 1956 | 5.9% |
| -31.4 | 612 | 1.9% |
| -40.8 | 571 | 1.7% |
| -26.9 | 360 | 1.1% |
| Other values (16) | 2732 |
| Value | Count | Frequency (%) |
| -50.8 | 108 | 0.3% |
| -50 | 233 | 0.7% |
| -49.5 | 157 | 0.5% |
| -47.1 | 1956 | 5.9% |
| -46.2 | 4616 | |
| -45.9 | 9 | < 0.1% |
| -42.7 | 5372 | |
| -42 | 2919 | |
| -41.8 | 3531 | |
| -40.8 | 571 | 1.7% |
| Value | Count | Frequency (%) |
| -26.9 | 360 | 1.1% |
| -29.8 | 213 | 0.6% |
| -30.1 | 287 | 0.9% |
| -31.4 | 612 | 1.9% |
| -33 | 133 | 0.4% |
| -33.6 | 139 | 0.4% |
| -34.6 | 130 | 0.4% |
| -34.8 | 213 | 0.6% |
| -36.1 | 4130 | |
| -36.4 | 6151 |
| Distinct | 313 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.622697572 |
| Minimum | 0.634 |
|---|---|
| Maximum | 5.045 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 257.5 KiB |
Quantile statistics
| Minimum | 0.634 |
|---|---|
| 5-th percentile | 0.797 |
| Q1 | 1.344 |
| median | 4.857 |
| Q3 | 4.961 |
| 95-th percentile | 4.966 |
| Maximum | 5.045 |
| Range | 4.411 |
| Interquartile range (IQR) | 3.617 |
Descriptive statistics
| Standard deviation | 1.733735033 |
|---|---|
| Coefficient of variation (CV) | 0.4785757018 |
| Kurtosis | -1.403300387 |
| Mean | 3.622697572 |
| Median Absolute Deviation (MAD) | 0.108 |
| Skewness | -0.7112742443 |
| Sum | 119367.885 |
| Variance | 3.005837165 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4.857 | 2275 | 6.9% |
| 4.962 | 2126 | 6.5% |
| 4.963 | 1990 | 6.0% |
| 4.961 | 1549 | 4.7% |
| 4.856 | 960 | 2.9% |
| 1.405 | 942 | 2.9% |
| 4.964 | 937 | 2.8% |
| 4.965 | 848 | 2.6% |
| 4.96 | 816 | 2.5% |
| 4.864 | 815 | 2.5% |
| Other values (303) | 19692 |
| Value | Count | Frequency (%) |
| 0.634 | 5 | < 0.1% |
| 0.635 | 37 | |
| 0.636 | 10 | < 0.1% |
| 0.637 | 6 | < 0.1% |
| 0.638 | 5 | < 0.1% |
| 0.639 | 10 | < 0.1% |
| 0.64 | 5 | < 0.1% |
| 0.642 | 23 | |
| 0.643 | 19 | |
| 0.644 | 28 |
| Value | Count | Frequency (%) |
| 5.045 | 7 | < 0.1% |
| 5 | 5 | < 0.1% |
| 4.97 | 141 | 0.4% |
| 4.968 | 774 | 2.3% |
| 4.967 | 513 | 1.6% |
| 4.966 | 501 | 1.5% |
| 4.965 | 848 | 2.6% |
| 4.964 | 937 | |
| 4.963 | 1990 | |
| 4.962 | 2126 |
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5167.094049 |
| Minimum | 4963.6 |
|---|---|
| Maximum | 5228.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 257.5 KiB |
Quantile statistics
| Minimum | 4963.6 |
|---|---|
| 5-th percentile | 5008.7 |
| Q1 | 5099.1 |
| median | 5191 |
| Q3 | 5228.1 |
| 95-th percentile | 5228.1 |
| Maximum | 5228.1 |
| Range | 264.5 |
| Interquartile range (IQR) | 129 |
Descriptive statistics
| Standard deviation | 72.35462463 |
|---|---|
| Coefficient of variation (CV) | 0.01400296258 |
| Kurtosis | 0.002020044821 |
| Mean | 5167.094049 |
| Median Absolute Deviation (MAD) | 37.1 |
| Skewness | -1.047957635 |
| Sum | 170255748.9 |
| Variance | 5235.191705 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5228.1 | 13033 | |
| 5099.1 | 6805 | |
| 5191 | 6151 | |
| 5195.8 | 2976 | 9.0% |
| 5076.2 | 1322 | 4.0% |
| 5017.5 | 860 | 2.6% |
| 4991.6 | 640 | 1.9% |
| 5008.7 | 511 | 1.6% |
| 4963.6 | 510 | 1.5% |
| 5023.5 | 133 | 0.4% |
| Value | Count | Frequency (%) |
| 4963.6 | 510 | 1.5% |
| 4991.6 | 640 | 1.9% |
| 5008.7 | 511 | 1.6% |
| 5017.5 | 860 | 2.6% |
| 5023.5 | 133 | 0.4% |
| 5076.2 | 1322 | 4.0% |
| 5099.1 | 6805 | |
| 5176.3 | 9 | < 0.1% |
| 5191 | 6151 | |
| 5195.8 | 2976 |
| Value | Count | Frequency (%) |
| 5228.1 | 13033 | |
| 5195.8 | 2976 | 9.0% |
| 5191 | 6151 | |
| 5176.3 | 9 | < 0.1% |
| 5099.1 | 6805 | |
| 5076.2 | 1322 | 4.0% |
| 5023.5 | 133 | 0.4% |
| 5017.5 | 860 | 2.6% |
| 5008.7 | 511 | 1.6% |
| 4991.6 | 640 | 1.9% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 257.5 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 32950 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 29245 | |
| 1 | 3705 | 11.2% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 29245 | |
| 1 | 3705 | 11.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 29245 | |
| 1 | 3705 | 11.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 32950 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 29245 | |
| 1 | 3705 | 11.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 32950 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 29245 | |
| 1 | 3705 | 11.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 32950 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 29245 | |
| 1 | 3705 | 11.2% |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| id | age | job | marital | education | default | housing | loan | contact | month | day_of_week | duration | campaign | pdays | previous | poutcome | emp.var.rate | cons.price.idx | cons.conf.idx | euribor3m | nr.employed | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 12556 | 40 | blue-collar | married | basic.9y | unknown | yes | no | telephone | jul | mon | 94 | 2 | 999 | 0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.960 | 5228.1 | 0 |
| 1 | 35451 | 31 | admin. | married | university.degree | no | no | no | cellular | may | mon | 116 | 4 | 999 | 0 | nonexistent | -1.8 | 92.893 | -46.2 | 1.244 | 5099.1 | 0 |
| 2 | 30592 | 59 | retired | married | basic.4y | no | no | no | cellular | may | mon | 13 | 6 | 999 | 1 | failure | -1.8 | 92.893 | -46.2 | 1.354 | 5099.1 | 0 |
| 3 | 17914 | 43 | housemaid | divorced | basic.9y | no | yes | no | cellular | jul | tue | 94 | 5 | 999 | 0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.961 | 5228.1 | 0 |
| 4 | 3315 | 39 | admin. | single | high.school | unknown | no | no | telephone | may | thu | 344 | 2 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.860 | 5191.0 | 0 |
| 5 | 29191 | 33 | management | married | basic.9y | no | no | no | cellular | apr | fri | 727 | 2 | 999 | 0 | nonexistent | -1.8 | 93.075 | -47.1 | 1.405 | 5099.1 | 0 |
| 6 | 30549 | 35 | admin. | married | professional.course | no | yes | no | cellular | may | mon | 115 | 3 | 999 | 0 | nonexistent | -1.8 | 92.893 | -46.2 | 1.354 | 5099.1 | 0 |
| 7 | 6098 | 36 | blue-collar | single | basic.9y | unknown | no | no | telephone | may | tue | 201 | 2 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | 0 |
| 8 | 6252 | 36 | blue-collar | married | basic.9y | no | yes | no | telephone | may | tue | 93 | 2 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | 0 |
| 9 | 13373 | 28 | technician | single | university.degree | no | yes | no | cellular | jul | wed | 174 | 7 | 999 | 0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.962 | 5228.1 | 0 |
Last rows
| id | age | job | marital | education | default | housing | loan | contact | month | day_of_week | duration | campaign | pdays | previous | poutcome | emp.var.rate | cons.price.idx | cons.conf.idx | euribor3m | nr.employed | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32940 | 41090 | 31 | admin. | single | university.degree | no | no | yes | cellular | nov | wed | 212 | 2 | 3 | 6 | success | -1.1 | 94.767 | -50.8 | 1.048 | 4963.6 | 0 |
| 32941 | 16023 | 33 | blue-collar | married | basic.6y | no | yes | no | cellular | jul | tue | 376 | 1 | 999 | 0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.961 | 5228.1 | 0 |
| 32942 | 21962 | 43 | management | married | university.degree | no | no | no | cellular | aug | wed | 398 | 2 | 999 | 0 | nonexistent | 1.4 | 93.444 | -36.1 | 4.964 | 5228.1 | 0 |
| 32943 | 37194 | 58 | unemployed | divorced | professional.course | no | no | yes | cellular | aug | thu | 142 | 1 | 999 | 0 | nonexistent | -2.9 | 92.201 | -31.4 | 0.883 | 5076.2 | 0 |
| 32944 | 16850 | 36 | management | married | unknown | unknown | yes | no | cellular | jul | thu | 171 | 1 | 999 | 0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.962 | 5228.1 | 0 |
| 32945 | 6265 | 58 | retired | married | professional.course | unknown | no | no | telephone | may | tue | 427 | 2 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | 0 |
| 32946 | 11284 | 37 | management | married | university.degree | no | no | no | telephone | jun | thu | 288 | 1 | 999 | 0 | nonexistent | 1.4 | 94.465 | -41.8 | 4.961 | 5228.1 | 0 |
| 32947 | 38158 | 35 | admin. | married | high.school | no | yes | no | cellular | oct | thu | 194 | 1 | 4 | 1 | success | -3.4 | 92.431 | -26.9 | 0.754 | 5017.5 | 1 |
| 32948 | 860 | 40 | management | married | university.degree | no | yes | no | telephone | may | wed | 295 | 2 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.856 | 5191.0 | 0 |
| 32949 | 15795 | 29 | admin. | single | university.degree | no | yes | no | cellular | jul | mon | 333 | 2 | 999 | 0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.960 | 5228.1 | 0 |